{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "mpg = pd.melt(mpg[['hwy', 'cty']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (285111193)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FgpdyRsf+3YWTdUgtXgrd5QtqR0JERFSwWPBSTgjRCMRQEKnqOrVDKXhsayAiIloYFryU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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10feb5050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(mpg, aes(x='value', color='variable')) + \\\n",
    "    geom_density()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
